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Sakarika M, Kerckhof FM, Van Peteghem L, Pereira A, Van Den Bossche T, Bouwmeester R, Gabriels R, Van Haver D, Ulčar B, Martens L, Impens F, Boon N, Ganigué R, Rabaey K. The nutritional composition and cell size of microbial biomass for food applications are defined by the growth conditions. Microb Cell Fact 2023; 22:254. [PMID: 38072930 PMCID: PMC10712164 DOI: 10.1186/s12934-023-02265-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2023] [Accepted: 12/02/2023] [Indexed: 12/18/2023] Open
Abstract
BACKGROUND It is increasingly recognized that conventional food production systems are not able to meet the globally increasing protein needs, resulting in overexploitation and depletion of resources, and environmental degradation. In this context, microbial biomass has emerged as a promising sustainable protein alternative. Nevertheless, often no consideration is given on the fact that the cultivation conditions affect the composition of microbial cells, and hence their quality and nutritional value. Apart from the properties and nutritional quality of the produced microbial food (ingredient), this can also impact its sustainability. To qualitatively assess these aspects, here, we investigated the link between substrate availability, growth rate, cell composition and size of Cupriavidus necator and Komagataella phaffii. RESULTS Biomass with decreased nucleic acid and increased protein content was produced at low growth rates. Conversely, high rates resulted in larger cells, which could enable more efficient biomass harvesting. The proteome allocation varied across the different growth rates, with more ribosomal proteins at higher rates, which could potentially affect the techno-functional properties of the biomass. Considering the distinct amino acid profiles established for the different cellular components, variations in their abundance impacts the product quality leading to higher cysteine and phenylalanine content at low growth rates. Therefore, we hint that costly external amino acid supplementations that are often required to meet the nutritional needs could be avoided by carefully applying conditions that enable targeted growth rates. CONCLUSION In summary, we demonstrate tradeoffs between nutritional quality and production rate, and we discuss the microbial biomass properties that vary according to the growth conditions.
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Affiliation(s)
- Myrsini Sakarika
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium.
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium.
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
- Kytos BV, IIC UGent, Frieda Saeysstraat 1/B, Ghent, 9052, Belgium
| | - Lotte Van Peteghem
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
| | - Alexandra Pereira
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
| | - Tim Van Den Bossche
- VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Robbin Bouwmeester
- VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Ralf Gabriels
- VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Delphi Van Haver
- VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
- Proteomics Core, VIB, Ghent, Belgium
| | - Barbara Ulčar
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
| | - Lennart Martens
- VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Francis Impens
- VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
- Proteomics Core, VIB, Ghent, Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
| | - Ramon Ganigué
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
| | - Korneel Rabaey
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
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Lietaer L, Pascottini OB, Lacoere T, Kerckhof FM, Martens A, Van de Wiele T, Opsomer G. Studying the pre-implantation uterine microbiota in cattle using transabdominal laparoscopic low-volume lavage: Aiming for zero-contamination. J Microbiol Methods 2023; 205:106664. [PMID: 36587901 DOI: 10.1016/j.mimet.2022.106664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Revised: 12/28/2022] [Accepted: 12/28/2022] [Indexed: 12/31/2022]
Abstract
Recent studies have suggested that bacteria associated with the female reproductive tract - the uterine microbiota - may be important for reproductive health and pregnancy success. Therefore, uterine microbiome research gained much interest in the last few years. However, it is challenging to study late postpartum uterine samples, since they hold a low microbial biomass. Next-generation sequencing techniques are very sensitive for microbial identification, but they cannot make a distinction between actual microbiota and contaminant bacteria or their DNA. Our aim was to test a new method to sample the bovine uterine lumen in vivo, while minimizing the risk of cross-contamination. In order to evaluate this method, we performed a descriptive assessment of the microbial composition of the obtained samples. Transabdominal, laparoscopic sampling of the uterine lumen was conducted in five Holstein-Friesian cows. Uterine fluid from the uterine horns was collected by low-volume lavage. DNA from the samples was extracted using two different DNA extraction methods, and negative controls (sampling blank controls and DNA extraction blank controls) were included. Bacteria were identified using 16S rRNA gene amplicon sequencing. In this proof-of-concept study, no evidence for authentically present uterine microbiota could be found. During laparoscopic sampling, some practical challenges were encountered, and the reliability of low-volume-lavage for the collection of a low microbial biomass could be questioned. By comparing two DNA extraction methods, a significant contamination background could be noticed originating from the DNA extraction kits.
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Affiliation(s)
- Leen Lietaer
- Department of Internal Medicine, Reproduction and Population Medicine, Faculty of Veterinary Medicine, Ghent University, Merelbeke, Belgium
| | - Osvaldo Bogado Pascottini
- Department of Internal Medicine, Reproduction and Population Medicine, Faculty of Veterinary Medicine, Ghent University, Merelbeke, Belgium; Department of Veterinary Sciences, Laboratory of Veterinary Physiology and Biochemistry, University of Antwerp, Wilrijk, Belgium.
| | - Tim Lacoere
- Department of Biotechnology, Faculty of Bioscience Engineering, Center for Microbial Ecology, and Technology (CMET), Ghent University, Ghent, Belgium
| | - Frederiek-Maarten Kerckhof
- Department of Biotechnology, Faculty of Bioscience Engineering, Center for Microbial Ecology, and Technology (CMET), Ghent University, Ghent, Belgium
| | - Ann Martens
- Department of Large Animal Surgery, Anesthesia and Orthopaedics, Faculty of Veterinary Medicine, Ghent University, Merelbeke, Belgium
| | - Tom Van de Wiele
- Department of Biotechnology, Faculty of Bioscience Engineering, Center for Microbial Ecology, and Technology (CMET), Ghent University, Ghent, Belgium
| | - Geert Opsomer
- Department of Internal Medicine, Reproduction and Population Medicine, Faculty of Veterinary Medicine, Ghent University, Merelbeke, Belgium
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Kerckhof FM, Sakarika M, Van Giel M, Muys M, Vermeir P, De Vrieze J, Vlaeminck SE, Rabaey K, Boon N. From Biogas and Hydrogen to Microbial Protein Through Co-Cultivation of Methane and Hydrogen Oxidizing Bacteria. Front Bioeng Biotechnol 2021; 9:733753. [PMID: 34527661 PMCID: PMC8435580 DOI: 10.3389/fbioe.2021.733753] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Accepted: 08/13/2021] [Indexed: 01/23/2023] Open
Abstract
Increasing efforts are directed towards the development of sustainable alternative protein sources among which microbial protein (MP) is one of the most promising. Especially when waste streams are used as substrates, the case for MP could become environmentally favorable. The risks of using organic waste streams for MP production-the presence of pathogens or toxicants-can be mitigated by their anaerobic digestion and subsequent aerobic assimilation of the (filter-sterilized) biogas. Even though methane and hydrogen oxidizing bacteria (MOB and HOB) have been intensively studied for MP production, the potential benefits of their co-cultivation remain elusive. Here, we isolated a diverse group of novel HOB (that were capable of autotrophic metabolism), and co-cultured them with a defined set of MOB, which could be grown on a mixture of biogas and H2/O2. The combination of MOB and HOB, apart from the CH4 and CO2 contained in biogas, can also enable the valorization of the CO2 that results from the oxidation of methane by the MOB. Different MOB and HOB combinations were grown in serum vials to identify the best-performing ones. We observed synergistic effects on growth for several combinations, and in all combinations a co-culture consisting out of both HOB and MOB could be maintained during five days of cultivation. Relative to the axenic growth, five out of the ten co-cultures exhibited 1.1-3.8 times higher protein concentration and two combinations presented 2.4-6.1 times higher essential amino acid content. The MP produced in this study generally contained lower amounts of the essential amino acids histidine, lysine and threonine, compared to tofu and fishmeal. The most promising combination in terms of protein concentration and essential amino acid profile was Methyloparacoccus murrelli LMG 27482 with Cupriavidus necator LMG 1201. Microbial protein from M. murrelli and C. necator requires 27-67% less quantity than chicken, whole egg and tofu, while it only requires 15% more quantity than the amino acid-dense soybean to cover the needs of an average adult. In conclusion, while limitations still exist, the co-cultivation of MOB and HOB creates an alternative route for MP production leveraging safe and sustainably-produced gaseous substrates.
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Affiliation(s)
- Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
- Center for Advanced Process Technology for Urban Resource Recovery (CAPTURE), Gent, Belgium
| | - Myrsini Sakarika
- Center for Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
- Center for Advanced Process Technology for Urban Resource Recovery (CAPTURE), Gent, Belgium
| | - Marie Van Giel
- Center for Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
| | - Maarten Muys
- Research Group of Sustainable Energy, Air and Water Technology, Department of Bioscience Engineering, University of Antwerp, Antwerpen, Belgium
| | - Pieter Vermeir
- Laboratory of Chemical Analysis, Department of Green Chemistry and Technology, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Jo De Vrieze
- Center for Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
| | - Siegfried E. Vlaeminck
- Center for Advanced Process Technology for Urban Resource Recovery (CAPTURE), Gent, Belgium
- Research Group of Sustainable Energy, Air and Water Technology, Department of Bioscience Engineering, University of Antwerp, Antwerpen, Belgium
| | - Korneel Rabaey
- Center for Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
- Center for Advanced Process Technology for Urban Resource Recovery (CAPTURE), Gent, Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
- Center for Advanced Process Technology for Urban Resource Recovery (CAPTURE), Gent, Belgium
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Alloul A, Muys M, Hertoghs N, Kerckhof FM, Vlaeminck SE. Cocultivating aerobic heterotrophs and purple bacteria for microbial protein in sequential photo- and chemotrophic reactors. Bioresour Technol 2021; 319:124192. [PMID: 33039841 DOI: 10.1016/j.biortech.2020.124192] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Revised: 09/24/2020] [Accepted: 09/25/2020] [Indexed: 06/11/2023]
Abstract
Aerobic heterotrophic bacteria (AHB) and purple non-sulfur bacteria (PNSB) are typically explored as two separate types of microbial protein, yet their properties as respectively a bulk and added-value feed ingredient make them appealing for combined use. The feasibility of cocultivation in a sequential photo- and chemotrophic approach was investigated. First, mapping the chemotrophic growth kinetics for four Rhodobacter, Rhodopseudomonas and Rhodospirillum species on different carbon sources showed a preference for fructose (µmax 2.4-3.9 d-1 28 °C; protein 36-59%DW). Secondly, a continuous photobioreactor inoculated with Rhodobacter capsulatus (VFA as C-source) delivered the starter culture for an aerobic batch reactor (fructose as C-source). This two-stage system showed an improved nutritional quality compared to AHB production: higher protein content (45-71%DW), more attractive amino/fatty acid profile and contained up to 10% PNSB. The findings strengthen protein production with cocultures and might enable the implementation of the technology for resource recovery on streams such as wastewater.
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Affiliation(s)
- Abbas Alloul
- Research Group of Sustainable Energy, Air and Water Technology, Department of Bioscience Engineering, University of Antwerp, Groenenborgerlaan 171, 2020 Antwerpen, Belgium
| | - Maarten Muys
- Research Group of Sustainable Energy, Air and Water Technology, Department of Bioscience Engineering, University of Antwerp, Groenenborgerlaan 171, 2020 Antwerpen, Belgium
| | - Nick Hertoghs
- Research Group of Sustainable Energy, Air and Water Technology, Department of Bioscience Engineering, University of Antwerp, Groenenborgerlaan 171, 2020 Antwerpen, Belgium
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, 9000 Gent, Belgium
| | - Siegfried E Vlaeminck
- Research Group of Sustainable Energy, Air and Water Technology, Department of Bioscience Engineering, University of Antwerp, Groenenborgerlaan 171, 2020 Antwerpen, Belgium.
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5
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Toe LC, Kerckhof FM, De Bodt J, Morel FB, Ouedraogo JB, Kolsteren P, Van de Wiele T. A prebiotic-enhanced lipid-based nutrient supplement (LNSp) increases Bifidobacterium relative abundance and enhances short-chain fatty acid production in simulated colonic microbiota from undernourished infants. FEMS Microbiol Ecol 2020; 96:5858895. [PMID: 32568403 DOI: 10.1093/femsec/fiaa105] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2019] [Accepted: 06/16/2020] [Indexed: 12/11/2022] Open
Abstract
Undernutrition remains a public health problem in the developing world with an attributable under-five death proportion of 45%. Lower gut microbiota diversity and poor metabolic output are associated with undernutrition and new therapeutic paths may come from steering gut microbiota composition and functionality. Using a dynamic gut model, the Simulator of Human Intestinal Microbial Ecosystem (SHIME®), we investigated the effect of a lipid-based nutrient supplement enriched with prebiotics (LNSp), compared to LNS alone and control treatment, on the composition and metabolic functionality of fecal microbiota from three infants suffering from undernutrition. LNS elicited a significant increase in acetate and branched-chain fatty acid production, and a higher relative abundance of the genera Prevotella, Megasphaera, Acinetobacter, Acidaminococcus and Pseudomonas. In contrast, LNSp treatment resulted in a significant 9-fold increase in Bifidobacterium relative abundance and a decrease in that of potential pathogens and detrimental bacteria such as Enterobacteriaceae spp. and Bilophila sp. Moreover, the LNSp treatment resulted in a significantly higher production of acetate, butyrate and propionate, as compared to control and LNS. Our results suggest that provision of prebiotic-enhanced LNS to undernourished children could be a possible strategy to steer the microbiota toward a more beneficial composition and metabolic activity. Further in vivo investigations are needed to assess these effects and their repercussion on nutritional status.
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Affiliation(s)
- Laeticia Celine Toe
- Department of Food Technology, Safety and Health, Ghent University, Coupure links 653, 9000 Ghent, Belgium.,Center for Microbial Ecology and Technology, Ghent University, Coupure links 653, 9000 Ghent, Belgium.,Institut de Recherche en Sciences de la Santé, Avenue de la Liberté 399, Bobo-Dioulasso, Burkina Faso
| | | | - Jana De Bodt
- Center for Microbial Ecology and Technology, Ghent University, Coupure links 653, 9000 Ghent, Belgium
| | - Fanny B Morel
- Nutriset SAS, Hameau du Bois Ricard, CS 80035, 76770 Malaunay, France
| | - Jean-Bosco Ouedraogo
- Institut de Recherche en Sciences de la Santé, Avenue de la Liberté 399, Bobo-Dioulasso, Burkina Faso
| | - Patrick Kolsteren
- Department of Food Technology, Safety and Health, Ghent University, Coupure links 653, 9000 Ghent, Belgium
| | - Tom Van de Wiele
- Center for Microbial Ecology and Technology, Ghent University, Coupure links 653, 9000 Ghent, Belgium
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Czechowska K, Lannigan J, Wang L, Arcidiacono J, Ashhurst TM, Barnard RM, Bauer S, Bispo C, Bonilla DL, Brinkman RR, Cabanski M, Chang HD, Chakrabarti L, Chojnowski G, Cotleur B, Degheidy H, Dela Cruz GV, Eck S, Elliott J, Errington R, Filby A, Gagnon D, Gardner R, Green C, Gregory M, Groves CJ, Hall C, Hammes F, Hedrick M, Hoffman R, Icha J, Ivaska J, Jenner DC, Jones D, Kerckhof FM, Kukat C, Lanham D, Leavesley S, Lee M, Lin-Gibson S, Litwin V, Liu Y, Molloy J, Moore JS, Müller S, Nedbal J, Niesner R, Nitta N, Ohlsson-Wilhelm B, Paul NE, Perfetto S, Portat Z, Props R, Radtke S, Rayanki R, Rieger A, Rogers S, Rubbens P, Salomon R, Schiemann M, Sharpe J, Sonder SU, Stewart JJ, Sun Y, Ulrich H, Van Isterdael G, Vitaliti A, van Vreden C, Weber M, Zimmermann J, Vacca G, Wallace P, Tárnok A. Cyt-Geist: Current and Future Challenges in Cytometry: Reports of the CYTO 2018 Conference Workshops. Cytometry A 2020; 95:598-644. [PMID: 31207046 DOI: 10.1002/cyto.a.23777] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Affiliation(s)
| | - Joanne Lannigan
- Flow Cytometry Core, University of Virginia, School of Medicine, 1300 Jefferson Park Ave., Charlottesville, Virginia
| | - Lili Wang
- Biosystems and Biomaterials Division, National Institute of Standards and Technology (NIST), 100 Bureau Drive, Stop 8312, Gaithersburg, Maryland
| | - Judith Arcidiacono
- Office of Tissues and Advanced Therapies, Center for Biologics Evaluation and Research, Food and Drug Administration, 10903 New Hampshire Avenue, Silver Spring, Maryland
| | - Thomas M Ashhurst
- Sydney Cytometry Facility, Discipline of Pathology, and Ramaciotti Facility for Human Systems Biology; Charles Perkins Centre, The University of Sydney and Centenary Institute, New South Wales, Australia
| | - Ruth M Barnard
- GlaxoSmithKline, Gunnels Wood Road, Stevenage, Herts SG1 2NY, UK
| | - Steven Bauer
- Office of Tissues and Advanced Therapies, Center for Biologics Evaluation and Research, Food and Drug Administration, 10903 New Hampshire Avenue, Silver Spring, Maryland
| | - Cláudia Bispo
- UCSF Parnassus Flow Cytometry Core Facility, 513 Parnassus Ave, San Francisco, California
| | - Diana L Bonilla
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Ryan R Brinkman
- Department of Medical Genetics, University of British Columbia, Vancouver, Canada.,Terry Fox Laboratory, BC Cancer, Vancouver, Canada
| | - Maciej Cabanski
- Novartis Pharma AG, Fabrikstrasse 10-4.27.02, CH-4056, Basel, Switzerland
| | - Hyun-Dong Chang
- Schwiete-Laboratory Microbiota and Inflammation, German Rheumatism Research Centre Berlin (DRFZ), a Leibniz Institute, Berlin, Germany
| | - Lina Chakrabarti
- Research and Development, MedImmune, an AstraZeneca Company, One Medimmune Way, Gaithersburg, Maryland
| | - Grace Chojnowski
- QIMR Berghofer Medical Research Institute, 300 Herston Road, Herston, Queensland 4006, Australia
| | | | - Heba Degheidy
- Office of Tissues and Advanced Therapies, Center for Biologics Evaluation and Research, Food and Drug Administration, 10903 New Hampshire Avenue, Silver Spring, Maryland
| | - Gelo V Dela Cruz
- Flow Cytometry Platform, Novo Nordisk Center for Stem Cell Biology - Danstem, University of Copenhagen, 3B Blegdamsvej, DK-2200, Copenhagen, Denmark
| | - Steven Eck
- Research and Development, MedImmune, an AstraZeneca Company, One Medimmune Way, Gaithersburg, Maryland
| | - John Elliott
- Biosystems and Biomaterials Division, National Institute of Standards and Technology (NIST), 100 Bureau Drive, Stop 8312, Gaithersburg, Maryland
| | | | - Andy Filby
- Newcastle University, Flow Cytometry Core Facility, Newcastle upon Tyne, Tyne and Wear NE1 7RU, UK
| | | | - Rui Gardner
- Memorial Sloan Kettering Cancer Center, Flow Cytometry Core, New York, New York
| | | | - Michael Gregory
- Division of Advanced Research Technologies, New York University Langone Health, New York, New York
| | - Christopher J Groves
- Research and Development, MedImmune, an AstraZeneca Company, One Medimmune Way, Gaithersburg, Maryland
| | | | - Frederik Hammes
- Eawag, Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland
| | | | | | - Jaroslav Icha
- Turku Centre for Biotechnology, University of Turku and Åbo Akademi University, Turku, Finland
| | - Johanna Ivaska
- Turku Centre for Biotechnology, University of Turku and Åbo Akademi University, Turku, Finland.,Department of Biochemistry, University of Turku, Turku, Finland
| | - Dominic C Jenner
- Defence Science and Technology Laboratory, Chemical Biological and Radiological Division, Porton Down, Salisbury, Wiltshire SP4 0JQ, UK
| | | | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology, Department of Biotechnology, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Christian Kukat
- FACS & Imaging Core Facility, Max Planck Institute for Biology of Ageing, Joseph-Stelzmann-Str. 9b, 50931, Köln, Germany
| | | | | | - Michael Lee
- The University California San Francisco, 505 Parnassus Ave, San Francisco, California
| | - Sheng Lin-Gibson
- Biosystems and Biomaterials Division, National Institute of Standards and Technology (NIST), 100 Bureau Drive, Stop 8312, Gaithersburg, Maryland
| | - Virginia Litwin
- Memorial Sloan Kettering Cancer Center, Flow Cytometry Core, New York, New York
| | | | - Jenny Molloy
- Department of Plant Sciences, University of Cambridge, Cambridge, CB2 3EA, UK
| | | | - Susann Müller
- Working Group Flow Cytometry, Department of Environmental Microbiology, Helmholtz Center for Environmental Research (UFZ), Leipzig, Germany
| | - Jakub Nedbal
- Marylou Ingram ISAC Scholar, King's College London, UK
| | - Raluca Niesner
- Marylou Ingram ISAC Scholar, German Rheumatism Research Centre, Berlin, Germany
| | - Nao Nitta
- Department of Chemistry, The University of Tokyo
| | - Betsy Ohlsson-Wilhelm
- SciGro, North Central Office, Foster Plaza 5, Suite 300/PMB 20, 651 Holiday Drive, Pittsburgh, Pennsylvania
| | - Nicole E Paul
- LMA CyTOF Core, Dana-Faber Cancer Institute, 450 Brookline Avenue, Boston, Massachusetts
| | - Stephen Perfetto
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institute of Health (NIH), 40 Convent Drive, Bethesda, Maryland
| | - Ziv Portat
- Weizmann Institute of Science, Life Sciences Core Facilities, Flow Cytometry Unit, Rehovot, 7610001, Israel
| | - Ruben Props
- Center for Microbial Ecology and Technology, Department of Biotechnology, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Stefan Radtke
- Fred Hutchinson Cancer Research Center, 1100 Fairview Ave. N., Seattle, Washington
| | - Radhika Rayanki
- Research and Development, MedImmune, an AstraZeneca Company, One Medimmune Way, Gaithersburg, Maryland
| | - Aja Rieger
- Faculty of Medicine and Dentistry Flow Cytometry Facility, Department of Medical Microbiology & Immunology, University of Alberta, 6-020C Katz Group Centre for Pharmacy and Health Research, Canada
| | - Samson Rogers
- TTP plc, Melbourn Science Park, Melbourn, Hertfordshire SG8 6EE, UK
| | - Peter Rubbens
- KERMIT, Department of Data Analysis and Mathematical Modelling, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Robert Salomon
- Garvan-Weizmann Centre for Cellular Genomics, Garvan Institute of Medical Research, New South Wales, Australia
| | - Matthias Schiemann
- Institute for Medical Microbiology, Immunology and Hygiene, Technische Universität München, Munich, Germany
| | - John Sharpe
- Cytonome/ST LLC, 9 Oak Park Drive, Bedford, Massachusetts
| | | | - Jennifer J Stewart
- Flow Contract Site Laboratory, LLC 18323, Bothell, Everett Highway, Suite 110, Bothell, Washington
| | | | - Henning Ulrich
- Department of Biochemistry, Institute of Chemistry, University of São Paulo, São Paulo, Brazil
| | - Gert Van Isterdael
- VIB Flow Core, VIB Center for Inflammation Research, Technologiepark-Zwijnaarde 71, B-9052, Ghent, Belgium.,Department of Biomedical Molecular Biology, Ghent University, Ghent, Belgium
| | | | - Caryn van Vreden
- Sydney Cytometry Facility and Ramaciotti Facility for Human Systems Biology, The University of Sydney and Centenary Institute, Camperdown, New South Wales 2050, Australia
| | - Michael Weber
- Department of Cell Biology, Harvard Medical School, Boston, Massachusetts
| | - Jacob Zimmermann
- Mucosal Immunology and Host-Microbial Mutualism laboratories, Department for BioMedical Research, University of Bern, Bern, Switzerland
| | | | - Paul Wallace
- Roswell Park Comprehensive Cancer Center, New York
| | - Attila Tárnok
- Institute for Medical Informatics, Statistics and Epidemiology (IMISE), University of Leipzig, Leipzig, Germany.,Department Therapy Validation, Fraunhofer Institute for Cell Therapy and Immunology IZI, Leipzig, Germany
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7
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Le D, Nguyen P, Nguyen D, Dierckens K, Boon N, Lacoere T, Kerckhof FM, De Vrieze J, Vadstein O, Bossier P. Gut Microbiota of Migrating Wild Rabbit Fish (Siganus guttatus) Larvae Have Low Spatial and Temporal Variability. Microb Ecol 2020; 79:539-551. [PMID: 31588957 DOI: 10.1007/s00248-019-01436-1] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/24/2018] [Accepted: 09/02/2019] [Indexed: 06/10/2023]
Abstract
We investigated the gut microbiota of rabbit fish larvae at three locations in Vietnam (ThuanAn-northern, QuangNam-intermediate, BinhDinh-southern sampling site) over a three-year period. In the wild, the first food for rabbit fish larvae remains unknown, while the juveniles and adults are herbivores, forming schools near the coasts, lagoons, and river mouths, and feeding mainly on filamentous algae. This is the first study on the gut microbiota of the wild fish larvae and with a large number of individuals analyzed spatially and temporally. The Clostridiales order was the most predominant in the gut, and location-by-location alpha diversity showed significant differences in Chao-1, Hill number 1, and evenness. Analysis of beta diversity indicated that the location, not year, had an effect on the composition of the microbiota. In 2014, the gut microbiota of fish from QuangNam was different from that in BinhDinh; in 2015, the gut microbiota was different for all locations; and, in 2016, the gut microbiota in ThuanAn was different from that in the other locations. There was a time-dependent trend in the north-south axis for the gut microbiota, which is considered to be tentative awaiting larger datasets. We found limited variation in the gut microbiota geographically and in time and strong indications for a core microbiome. Five and fifteen OTUs were found in 100 and 99% of the individuals, respectively. This suggests that at this life stage the gut microbiota is under strong selection due to a combination of fish-microbe and microbe-microbe interactions.
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Affiliation(s)
- Duy Le
- Laboratory of Aquaculture & Artemia Reference Center, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
- Faculty of Fisheries, Hue University of Agriculture and Forestry, Hue University, Hue City, Vietnam
| | - Phuoc Nguyen
- Faculty of Fisheries, Hue University of Agriculture and Forestry, Hue University, Hue City, Vietnam
| | - Dung Nguyen
- Laboratory of Aquaculture & Artemia Reference Center, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Kristof Dierckens
- Laboratory of Aquaculture & Artemia Reference Center, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Tim Lacoere
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Jo De Vrieze
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Olav Vadstein
- Department of Biotechnology and Food Science, NTNU Norwegian University of Science and Technology, Trondheim, Norway.
| | - Peter Bossier
- Laboratory of Aquaculture & Artemia Reference Center, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium.
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8
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Hu X, Kerckhof FM, Ghesquière J, Bernaerts K, Boeckx P, Clauwaert P, Boon N. Microbial Protein out of Thin Air: Fixation of Nitrogen Gas by an Autotrophic Hydrogen-Oxidizing Bacterial Enrichment. Environ Sci Technol 2020; 54:3609-3617. [PMID: 32125831 DOI: 10.1021/acs.est.9b06755] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
For the production of edible microbial protein (MP), ammonia generated by the Haber-Bosch process or reclaimed ammonia from waste streams is typically considered as the nitrogen source. These processes for ammonia production are highly energy intensive. In this study, the potential for using nitrogen gas (N2) as a direct nitrogen source for MP production by hydrogen-oxidizing bacteria (HOB) was evaluated. The use of N2 versus ammonium as nitrogen source during the enrichment process resulted in differentiation of the bacterial community composition of the enrichments. A few previously unknown potential N2-fixing HOB taxa (i.e., representatives of the genus Azonexus and the family Comamonadaceae) dominated the enrichments. The biomass yield of a N2-fixing HOB enrichment was 30-50% lower than that of the ammonium-based HOB enrichment from the same inoculum source. The dried biomass of N2-fixing HOB had a high protein content (62.0 ± 6.3%) and an essential amino acid profile comparable to MP from ammonium-based HOB. MP from N2-fixing HOB could potentially be produced in situ without entailing the emissions caused by ammonia production and transportation by conventional means. It could be a promising substitute for N2-fixing protein-rich soybean because it has 70% higher protein content and double energy conversion efficiency from solar energy to biomass.
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Affiliation(s)
- Xiaona Hu
- Center for Microbial Ecology and Technology (CMET), Ghent University, Coupure Links 653, 9000 Gent, Belgium
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology (CMET), Ghent University, Coupure Links 653, 9000 Gent, Belgium
| | - Justien Ghesquière
- Bio- and Chemical Systems Technology, Reactor Engineering, and Safety (CREaS) Division, Department of Chemical Engineering, KU Leuven, Celestijnenlaan 200F (box 2424), 3001 Leuven, Belgium
| | - Kristel Bernaerts
- Bio- and Chemical Systems Technology, Reactor Engineering, and Safety (CREaS) Division, Department of Chemical Engineering, KU Leuven, Celestijnenlaan 200F (box 2424), 3001 Leuven, Belgium
| | - Pascal Boeckx
- Isotope Bioscience Laboratory (ISOFYS), Ghent University, Coupure Links 653, 9000 Gent, Belgium
| | - Peter Clauwaert
- Center for Microbial Ecology and Technology (CMET), Ghent University, Coupure Links 653, 9000 Gent, Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology (CMET), Ghent University, Coupure Links 653, 9000 Gent, Belgium
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9
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Gryp T, De Paepe K, Vanholder R, Kerckhof FM, Van Biesen W, Van de Wiele T, Verbeke F, Speeckaert M, Joossens M, Couttenye MM, Vaneechoutte M, Glorieux G. Gut microbiota generation of protein-bound uremic toxins and related metabolites is not altered at different stages of chronic kidney disease. Kidney Int 2020; 97:1230-1242. [PMID: 32317112 DOI: 10.1016/j.kint.2020.01.028] [Citation(s) in RCA: 106] [Impact Index Per Article: 26.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Revised: 01/17/2020] [Accepted: 01/24/2020] [Indexed: 01/06/2023]
Abstract
Chronic kidney disease (CKD) is characterized by accumulation of protein-bound uremic toxins such as p-cresyl sulfate, p-cresyl glucuronide, indoxyl sulfate and indole-3-acetic acid, which originate in the gut. Intestinal bacteria metabolize aromatic amino acids into p-cresol and indole, (further conjugated in the colon mucosa and liver) and indole-3-acetic acid. Here we measured fecal, plasma and urine metabolite concentrations; the contribution of gut bacterial generation to plasma protein-bound uremic toxins accumulation; and influx into the gut of circulating protein-bound uremic toxins at different stages of CKD. Feces, blood and urine were collected from 14 control individuals and 141 patients with CKD. Solutes were quantified by ultra-high performance liquid chromatography. To assess the rate of bacterial generation of p-cresol, indole and indole-3-acetic acid, fecal samples were cultured ex vivo. With CKD progression, an increase in protein-bound uremic toxins levels was observed in plasma, whereas the levels of these toxins and their precursors remained the same in feces and urine. Anaerobic culture of fecal samples showed no difference in ex vivo p-cresol, indole and indole-3-acetic acid generation. Therefore, differences in plasma protein-bound uremic toxins levels between different CKD stages cannot be explained by differences in bacterial generation rates in the gut, suggesting retention due to impaired kidney function as the main contributor to their increased plasma levels. Thus, as fractional clearance decreased with the progression of CKD, tubular clearance appeared to be more affected than the glomerular filtration rate, and there was no net increase in protein-bound uremic toxins influx into the gut lumen with increased plasma levels.
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Affiliation(s)
- Tessa Gryp
- Department of Internal Medicine and Pediatrics, Nephrology Section, Ghent University Hospital, Ghent, Belgium; Department of Diagnostic Sciences, Laboratory Bacteriology Research, Ghent University, Ghent, Belgium; Department of Microbiology, Immunology and Transplantation, Molecular Microbiology-Microbiome Research Lab, KU Leuven, Leuven, Belgium.
| | - Kim De Paepe
- Department of Biotechnology, Center for Microbial Ecology and Technology, Ghent University, Ghent, Belgium
| | - Raymond Vanholder
- Department of Internal Medicine and Pediatrics, Nephrology Section, Ghent University Hospital, Ghent, Belgium
| | - Frederiek-Maarten Kerckhof
- Department of Biotechnology, Center for Microbial Ecology and Technology, Ghent University, Ghent, Belgium
| | - Wim Van Biesen
- Department of Internal Medicine and Pediatrics, Nephrology Section, Ghent University Hospital, Ghent, Belgium
| | - Tom Van de Wiele
- Department of Biotechnology, Center for Microbial Ecology and Technology, Ghent University, Ghent, Belgium
| | - Francis Verbeke
- Department of Internal Medicine and Pediatrics, Nephrology Section, Ghent University Hospital, Ghent, Belgium
| | - Marijn Speeckaert
- Department of Internal Medicine and Pediatrics, Nephrology Section, Ghent University Hospital, Ghent, Belgium
| | - Marie Joossens
- Department of Microbiology, Immunology and Transplantation, Molecular Microbiology-Microbiome Research Lab, KU Leuven, Leuven, Belgium
| | | | - Mario Vaneechoutte
- Department of Diagnostic Sciences, Laboratory Bacteriology Research, Ghent University, Ghent, Belgium
| | - Griet Glorieux
- Department of Internal Medicine and Pediatrics, Nephrology Section, Ghent University Hospital, Ghent, Belgium
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10
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García-Timermans C, Rubbens P, Heyse J, Kerckhof FM, Props R, Skirtach AG, Waegeman W, Boon N. Discriminating Bacterial Phenotypes at the Population and Single-Cell Level: A Comparison of Flow Cytometry and Raman Spectroscopy Fingerprinting. Cytometry A 2019; 97:713-726. [PMID: 31889414 DOI: 10.1002/cyto.a.23952] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Revised: 11/20/2019] [Accepted: 11/26/2019] [Indexed: 12/26/2022]
Abstract
Investigating phenotypic heterogeneity can help to better understand and manage microbial communities. However, characterizing phenotypic heterogeneity remains a challenge, as there is no standardized analysis framework. Several optical tools are available, such as flow cytometry and Raman spectroscopy, which describe optical properties of the individual cell. In this work, we compare Raman spectroscopy and flow cytometry to study phenotypic heterogeneity in bacterial populations. The growth stages of three replicate Escherichia coli populations were characterized using both technologies. Our findings show that flow cytometry detects and quantifies shifts in phenotypic heterogeneity at the population level due to its high-throughput nature. Raman spectroscopy, on the other hand, offers a much higher resolution at the single-cell level (i.e., more biochemical information is recorded). Therefore, it can identify distinct phenotypic populations when coupled with analyses tailored toward single-cell data. In addition, it provides information about biomolecules that are present, which can be linked to cell functionality. We propose a computational workflow to distinguish between bacterial phenotypic populations using Raman spectroscopy and validated this approach with an external data set. We recommend using flow cytometry to quantify phenotypic heterogeneity at the population level, and Raman spectroscopy to perform a more in-depth analysis of heterogeneity at the single-cell level. © 2019 International Society for Advancement of Cytometry.
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Affiliation(s)
| | - Peter Rubbens
- KERMIT, Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium
| | - Jasmine Heyse
- CMET, Center for Microbial Technology and Ecology, Ghent University, Ghent, Belgium
| | | | - Ruben Props
- CMET, Center for Microbial Technology and Ecology, Ghent University, Ghent, Belgium
| | - Andre G Skirtach
- Nano-BioTechnology Group, Department of Biotechnology, Ghent University, Ghent, Belgium
| | - Willem Waegeman
- KERMIT, Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium
| | - Nico Boon
- CMET, Center for Microbial Technology and Ecology, Ghent University, Ghent, Belgium
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11
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Landberg R, Manach C, Kerckhof FM, Minihane AM, Saleh RNM, De Roos B, Tomas-Barberan F, Morand C, Van de Wiele T. Future prospects for dissecting inter-individual variability in the absorption, distribution and elimination of plant bioactives of relevance for cardiometabolic endpoints. Eur J Nutr 2019; 58:21-36. [PMID: 31642982 PMCID: PMC6851035 DOI: 10.1007/s00394-019-02095-1] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2019] [Accepted: 09/19/2019] [Indexed: 12/20/2022]
Abstract
PURPOSE The health-promoting potential of food-derived plant bioactive compounds is evident but not always consistent across studies. Large inter-individual variability may originate from differences in digestion, absorption, distribution, metabolism and excretion (ADME). ADME can be modulated by age, sex, dietary habits, microbiome composition, genetic variation, drug exposure and many other factors. Within the recent COST Action POSITIVe, large-scale literature surveys were undertaken to identify the reasons and extent of inter-individual variability in ADME of selected plant bioactive compounds of importance to cardiometabolic health. The aim of the present review is to summarize the findings and suggest a framework for future studies designed to investigate the etiology of inter-individual variability in plant bioactive ADME and bioefficacy. RESULTS Few studies have reported individual data on the ADME of bioactive compounds and on determinants such as age, diet, lifestyle, health status and medication, thereby limiting a mechanistic understanding of the main drivers of variation in ADME processes observed across individuals. Metabolomics represent crucial techniques to decipher inter-individual variability and to stratify individuals according to metabotypes reflecting the intrinsic capacity to absorb and metabolize bioactive compounds. CONCLUSION A methodological framework was developed to decipher how the contribution from genetic variants or microbiome variants to ADME of bioactive compounds can be predicted. Future study design should include (1) a larger number of study participants, (2) individual and full profiling of all possible determinants of internal exposure, (3) the presentation of individual ADME data and (4) incorporation of omics platforms, such as genomics, microbiomics and metabolomics in ADME and efficacy studies.
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Affiliation(s)
- Rikard Landberg
- Department of Biology and Biological Engineering, Food and Nutrition Science, Chalmers University of Technology, 412 96, Gothenburg, Sweden.
| | - Claudine Manach
- Université Clermont Auvergne, INRA, UNH, Unité de Nutrition Humaine, CRNH Auvergne, Clermont-Ferrand, France
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Anne-Marie Minihane
- Department of Nutrition and Preventive Medicine, Norwich Medical School, University of East Anglia (UEA), Norwich, UK
| | - Rasha Noureldin M Saleh
- Department of Nutrition and Preventive Medicine, Norwich Medical School, University of East Anglia (UEA), Norwich, UK
| | - Baukje De Roos
- University of Aberdeen, the Rowett Institute, Aberdeen, UK
| | - Francisco Tomas-Barberan
- Food and Health Laboratory, Research Group on Quality, Safety, and Bioactivity of Plant Foods, CEBAS-CSIC, Campus de Espinardo, Murcia, Spain
| | - Christine Morand
- Université Clermont Auvergne, INRA, UNH, Unité de Nutrition Humaine, CRNH Auvergne, Clermont-Ferrand, France
| | - Tom Van de Wiele
- Center for Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
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12
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Van Herreweghen F, De Paepe K, Roume H, Kerckhof FM, Van de Wiele T. Mucin degradation niche as a driver of microbiome composition and Akkermansia muciniphila abundance in a dynamic gut model is donor independent. FEMS Microbiol Ecol 2019; 94:5101425. [PMID: 30239657 DOI: 10.1093/femsec/fiy186] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2018] [Accepted: 09/14/2018] [Indexed: 12/21/2022] Open
Abstract
Akkermansia muciniphila, an abundant mucin degrading intestinal bacterium, has been correlated with human health in various studies. The in vitro SHIME model was used to reach a mechanistic understanding of A. muciniphila's colonization preferences and its response to environmental parameters such as colon pH and mucins. These insight can help to identify the optimal conditions for successful in vivo application. After a period of mucin deprivation, we found that mucin supplementation resulted in significantly different microbial communities, with more Akkermansia, Bacteroides and Ruminococcus. Mucin treatment accounted for 26% of the observed variation in the microbial community at OTU level (P = 0.001), whereas the donor effect was limited (8%) (P = 0.035), indicating mucins to constitute an important ecological niche shaping the microbiota composition. The effect of colonic pH had a less profound impact on the microbiome with both pH and donor origin explaining around 10% of the variability in the dataset. Yet, higher simulated colonic pH had a positive impact on Akkermansia abundance while short chain fatty acid analysis displayed a preference for propionate production with higher colonic pH. Our results show that mucins as nutritional resource are a more important modulator of the gut microbiome than colon pH as environmental factor.
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Affiliation(s)
| | - Kim De Paepe
- Center for Microbial Ecology and Technology (CMET), Ghent University, Ghent, Belgium
| | - Hugo Roume
- MetaGenoPolis Unit,National Institute for Agricultural Research (INRA), Allée de Vilvert, 78352, Jouy-en-Josas, Île-de-France, France
| | | | - Tom Van de Wiele
- Center for Microbial Ecology and Technology (CMET), Ghent University, Ghent, Belgium
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13
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Gryp T, De Paepe K, Kerckhof FM, Van Biesen W, Vanholder R, Joossens M, Vaneechoutte M, Glorieux G. FO079CONCENTRATIONS OF P-CRESYL - AND INDOXYL SULFATE AND THEIR PRECURSORS IN DIFFERENT STAGES OF CHRONIC KIDNEY DISEASE: FROM FECES TO URINE. Nephrol Dial Transplant 2019. [DOI: 10.1093/ndt/gfz096.fo079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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14
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Vandekerckhove TGL, Kerckhof FM, De Mulder C, Vlaeminck SE, Boon N. Determining stoichiometry and kinetics of two thermophilic nitrifying communities as a crucial step in the development of thermophilic nitrogen removal. Water Res 2019; 156:34-45. [PMID: 30904709 DOI: 10.1016/j.watres.2019.03.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/13/2018] [Revised: 03/08/2019] [Accepted: 03/09/2019] [Indexed: 06/09/2023]
Abstract
Nitrification and denitrification, the key biological processes for thermophilic nitrogen removal, have separately been established in bioreactors at 50 °C. A well-characterized set of kinetic parameters is essential to integrate these processes while safeguarding the autotrophs performing nitrification. Knowledge on thermophilic nitrifying kinetics is restricted to isolated or highly enriched batch cultures, which do not represent bioreactor conditions. This study characterized the stoichiometry and kinetics of two thermophilic (50 °C) nitrifying communities. The most abundant ammonia oxidizing archaea (AOA) were related to the Nitrososphaera genus, clustering relatively far from known species Nitrososphaera gargensis (95.5% 16S rRNA gene sequence identity). The most abundant nitrite oxidizing bacteria (NOB) were related to Nitrospira calida (97% 16S rRNA gene sequence identity). The nitrification biomass yield was 0.20-0.24 g VSS g-1 N, resulting mainly from a high AOA yield (0.16-0.20 g VSS g-1 N), which was reflected in a high AOA abundance in the community (57-76%) compared to NOB (5-11%). Batch-wise determination of decay rates (AOA: 0.23-0.29 d-1; NOB: 0.32-0.43 d-1) rendered an overestimation compared to in situ estimations of overall decay rate (0.026-0.078 d-1). Possibly, the inactivation rate rather than the actual decay rate was determined in batch experiments. Maximum growth rates of AOA and NOB were 0.12-0.15 d-1 and 0.13-0.33 d-1 respectively. NOB were susceptible to nitrite, opening up opportunities for shortcut nitrogen removal. However, NOB had a similar growth rate and oxygen affinity (0.15-0.55 mg O2 L-1) as AOA and were resilient towards free ammonia (IC50 > 16 mg NH3-N L-1). This might complicate NOB outselection using common practices to establish shortcut nitrogen removal (SRT control; aeration control; free ammonia shocks). Overall, the obtained insights can assist in integrating thermophilic conversions and facilitate single-sludge nitrification/denitrification.
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Affiliation(s)
- Tom G L Vandekerckhove
- Center for Microbial Ecology and Technology (CMET), Ghent University, Coupure Links 653, 9000, Gent, Belgium
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology (CMET), Ghent University, Coupure Links 653, 9000, Gent, Belgium
| | - Chaïm De Mulder
- BIOMATH, Department of Mathematical Modelling, Statistics and Bioinformatics, Ghent University, Coupure Links 653, 9000, Gent, Belgium
| | - Siegfried E Vlaeminck
- Center for Microbial Ecology and Technology (CMET), Ghent University, Coupure Links 653, 9000, Gent, Belgium; Research Group of Sustainable Energy, Air and Water Technology, University of Antwerp, Groenenborgerlaan 171, 2020, Antwerpen, Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology (CMET), Ghent University, Coupure Links 653, 9000, Gent, Belgium.
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15
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Nguyen B, Rubbens P, Kerckhof FM, Boon N, De Baets B, Waegeman W. Learning Single-Cell Distances from Cytometry Data. Cytometry A 2019; 95:782-791. [PMID: 31099963 DOI: 10.1002/cyto.a.23792] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Revised: 03/31/2019] [Accepted: 04/23/2019] [Indexed: 12/27/2022]
Abstract
Recent years have seen an increased interest in employing data analysis techniques for the automated identification of cell populations in the field of cytometry. These techniques highly depend on the use of a distance metric, a function that quantifies the distances between single-cell measurements. In most cases, researchers simply use the Euclidean distance metric. In this article, we exploit the availability of single-cell labels to find an optimal Mahalanobis distance metric derived from the data. We show that such a Mahalanobis distance metric results in an improved identification of cell populations compared with the Euclidean distance metric. Once determined, it can be used for the analysis of multiple samples that were measured under the same experimental setup. We illustrate this approach for cytometry data from two different origins, that is, flow cytometry applied to microbial cells and mass cytometry for the analysis of human blood cells. We also illustrate that such a distance metric results in an improved identification of cell populations when clustering methods are employed. Generally, these results imply that the performance of data analysis techniques can be improved by using a more advanced distance metric. © 2019 International Society for Advancement of Cytometry.
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Affiliation(s)
- Bac Nguyen
- KERMIT, Department of Data Analysis and Mathematical Modelling, Ghent University, 9000 Ghent, Belgium
| | - Peter Rubbens
- KERMIT, Department of Data Analysis and Mathematical Modelling, Ghent University, 9000 Ghent, Belgium
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology, Department of Biotechnology, Ghent University, 9000 Ghent, Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology, Department of Biotechnology, Ghent University, 9000 Ghent, Belgium
| | - Bernard De Baets
- KERMIT, Department of Data Analysis and Mathematical Modelling, Ghent University, 9000 Ghent, Belgium
| | - Willem Waegeman
- KERMIT, Department of Data Analysis and Mathematical Modelling, Ghent University, 9000 Ghent, Belgium
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16
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Hawinkel S, Kerckhof FM, Bijnens L, Thas O. A unified framework for unconstrained and constrained ordination of microbiome read count data. PLoS One 2019; 14:e0205474. [PMID: 30759084 PMCID: PMC6373939 DOI: 10.1371/journal.pone.0205474] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Accepted: 01/11/2019] [Indexed: 12/03/2022] Open
Abstract
Explorative visualization techniques provide a first summary of microbiome read count datasets through dimension reduction. A plethora of dimension reduction methods exists, but many of them focus primarily on sample ordination, failing to elucidate the role of the bacterial species. Moreover, implicit but often unrealistic assumptions underlying these methods fail to account for overdispersion and differences in sequencing depth, which are two typical characteristics of sequencing data. We combine log-linear models with a dispersion estimation algorithm and flexible response function modelling into a framework for unconstrained and constrained ordination. The method is able to cope with differences in dispersion between taxa and varying sequencing depths, to yield meaningful biological patterns. Moreover, it can correct for observed technical confounders, whereas other methods are adversely affected by these artefacts. Unlike distance-based ordination methods, the assumptions underlying our method are stated explicitly and can be verified using simple diagnostics. The combination of unconstrained and constrained ordination in the same framework is unique in the field and facilitates microbiome data exploration. We illustrate the advantages of our method on simulated and real datasets, while pointing out flaws in existing methods. The algorithms for fitting and plotting are available in the R-package RCM.
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Affiliation(s)
- Stijn Hawinkel
- Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium
| | | | - Luc Bijnens
- Quantitative Sciences, Janssen Pharmaceutical companies of Johnson and Johnson, Beerse, Belgium
- Center for Statistics, Hasselt University, Hasselt, Belgium
| | - Olivier Thas
- Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium
- Center for Statistics, Hasselt University, Hasselt, Belgium
- National Institute for Applied Statistics Research Australia (NIASRA), University of Wollongong, Wollongong, Australia
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17
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Ioannidis AG, Kerckhof FM, Riahi Drif Y, Vanderroost M, Boon N, Ragaert P, De Meulenaer B, Devlieghere F. Characterization of spoilage markers in modified atmosphere packaged iceberg lettuce. Int J Food Microbiol 2018; 279:1-13. [PMID: 29715602 DOI: 10.1016/j.ijfoodmicro.2018.04.034] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2018] [Revised: 03/10/2018] [Accepted: 04/19/2018] [Indexed: 11/21/2022]
Abstract
Fresh cut iceberg lettuce spoilage was studied considering the microbial and biochemical activity, the formation of volatile organic compounds (VOC) and consumer acceptability. Lettuce was packaged under three different packaging conditions and stored at 4 °C for 10 days: anaerobic packaging (ANAER), equilibrium modified atmosphere packaging with 3% O2 (EMAP) and perforated packages (AIR). Results indicated a clear distinction between packaging conditions. EMAP and AIR resulted in a short shelf life (≤5.6 days) which was limited due to browning, leading to consumer rejection as assessed via the Weibull hazard analysis method, while no off-odors were detected. Culture- independent 16 s rRNA gene amplicon sequencing revealed Pseudomonas spp. as the dominating species. In contrast, under ANAER conditions, lactic acid bacteria dominated with genera of Leuconostoc spp. and Lactococcus spp. proliferating, while also oligotypes of Pseudomonas spp. were found. Spoilage under ANAER occurred after 6.6 days and it was related to strong fermentative-like off-odors that were present by the end of storage. As revealed by selective ion flow tube mass spectrometry (SIFT-MS), these odors were associated with several VOCs such as: ethanol, 3-methyl-1-butanol, 2,3-butanediol, (Z)-3-hexen-1-ol, hexanal, acetic acid, ethyl acetate and dimethyl sulfide. Panelists rejected the iceberg lettuce due to the formation of off-odors while the overall appearance remained good throughout the study. Hence a sensor based technology incorporated in the packaging, detecting VOCs and in particular ethanol as dominant compound, could serve as a spoilage indicator for ANAER packed lettuce, which proved to have the longest shelf life.
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Affiliation(s)
- Angelos-Gerasimos Ioannidis
- LFMFP, Laboratory of Food Microbiology and Food Preservation, Partner in Food2Know, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, B-9000 Ghent, Belgium; nutriFOODchem, Research Group Food Chemistry and Human Nutrition, Partner in Food2Know, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, B-9000 Ghent, Belgium.
| | | | - Yasmine Riahi Drif
- LFMFP, Laboratory of Food Microbiology and Food Preservation, Partner in Food2Know, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, B-9000 Ghent, Belgium
| | - Mike Vanderroost
- LFMFP, Laboratory of Food Microbiology and Food Preservation, Partner in Food2Know, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, B-9000 Ghent, Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology, Ghent University, Coupure Links 653, B-9000 Ghent, Belgium
| | - Peter Ragaert
- LFMFP, Laboratory of Food Microbiology and Food Preservation, Partner in Food2Know, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, B-9000 Ghent, Belgium
| | - Bruno De Meulenaer
- nutriFOODchem, Research Group Food Chemistry and Human Nutrition, Partner in Food2Know, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, B-9000 Ghent, Belgium
| | - Frank Devlieghere
- LFMFP, Laboratory of Food Microbiology and Food Preservation, Partner in Food2Know, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, B-9000 Ghent, Belgium
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18
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García-Timermans C, Rubbens P, Kerckhof FM, Buysschaert B, Khalenkow D, Waegeman W, Skirtach AG, Boon N. Label-free Raman characterization of bacteria calls for standardized procedures. J Microbiol Methods 2018; 151:69-75. [DOI: 10.1016/j.mimet.2018.05.027] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2018] [Revised: 05/10/2018] [Accepted: 05/31/2018] [Indexed: 11/25/2022]
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19
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Seuntjens D, Han M, Kerckhof FM, Boon N, Al-Omari A, Takacs I, Meerburg F, De Mulder C, Wett B, Bott C, Murthy S, Carvajal Arroyo JM, De Clippeleir H, Vlaeminck SE. Pinpointing wastewater and process parameters controlling the AOB to NOB activity ratio in sewage treatment plants. Water Res 2018; 138:37-46. [PMID: 29571087 DOI: 10.1016/j.watres.2017.11.044] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2017] [Revised: 10/23/2017] [Accepted: 11/21/2017] [Indexed: 06/08/2023]
Abstract
Even though nitrification/denitrification is a robust technology to remove nitrogen from sewage, economic incentives drive its future replacement by shortcut nitrogen removal processes. The latter necessitates high potential activity ratios of ammonia oxidizing to nitrite oxidizing bacteria (rAOB/rNOB). The goal of this study was to identify which wastewater and process parameters can govern this in reality. Two sewage treatment plants (STP) were chosen based on their inverse rAOB/rNOB values (at 20 °C): 0.6 for Blue Plains (BP, Washington DC, US) and 1.6 for Nieuwveer (NV, Breda, NL). Disproportional and dissimilar relationships between AOB or NOB relative abundances and respective activities pointed towards differences in community and growth/activity limiting parameters. The AOB communities showed to be particularly different. Temperature had no discriminatory effect on the nitrifiers' activities, with similar Arrhenius temperature dependences (ΘAOB = 1.10, ΘNOB = 1.06-1.07). To uncouple the temperature effect from potential limitations like inorganic carbon, phosphorus and nitrogen, an add-on mechanistic methodology based on kinetic modelling was developed. Results suggest that BP's AOB activity was limited by the concentration of inorganic carbon (not by residual N and P), while NOB experienced less limitation from this. For NV, the sludge-specific nitrogen loading rate seemed to be the most prevalent factor limiting AOB and NOB activities. Altogether, this study shows that bottom-up mechanistic modelling can identify parameters that influence the nitrification performance. Increasing inorganic carbon in BP could invert its rAOB/rNOB value, facilitating its transition to shortcut nitrogen removal.
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Affiliation(s)
- Dries Seuntjens
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Belgium
| | - Mofei Han
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Belgium; DC WATER, District of Columbia, USA
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Belgium
| | | | | | - Francis Meerburg
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Belgium
| | - Chaïm De Mulder
- Biomath, Faculty of Bioscience Engineering, Ghent University, Belgium
| | | | - Charles Bott
- Hampton Roads Sanitation District (HRSD), Virginia Beach, USA
| | | | - Jose Maria Carvajal Arroyo
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Belgium
| | | | - Siegfried E Vlaeminck
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Belgium; Research Group of Sustainable Energy, Air and Water Technology, Faculty of Science, University of Antwerp, Belgium.
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20
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Ehsani E, Hernandez-Sanabria E, Kerckhof FM, Props R, Vilchez-Vargas R, Vital M, Pieper DH, Boon N. Initial evenness determines diversity and cell density dynamics in synthetic microbial ecosystems. Sci Rep 2018; 8:340. [PMID: 29321640 PMCID: PMC5762898 DOI: 10.1038/s41598-017-18668-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2017] [Accepted: 12/15/2017] [Indexed: 12/30/2022] Open
Abstract
The effect of initial evenness on the temporal trajectory of synthetic communities in comprehensive, low-volume microcosm studies remains unknown. We used flow cytometric fingerprinting and 16S rRNA gene amplicon sequencing to assess the impact of time on community structure in one hundred synthetic ecosystems of fixed richness but varying initial evenness. Both methodologies uncovered a similar reduction in diversity within synthetic communities of medium and high initial evenness classes. However, the results of amplicon sequencing showed that there were no significant differences between and within the communities in all evenness groups at the end of the experiment. Nevertheless, initial evenness significantly impacted the cell density of the community after five medium transfers. Highly even communities retained the highest cell densities at the end of the experiment. The relative abundances of individual species could be associated to particular evenness groups, suggesting that their presence was dependent on the initial evenness of the synthetic community. Our results reveal that using synthetic communities for testing ecological hypotheses requires prior assessment of initial evenness, as it impacts temporal dynamics.
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Affiliation(s)
- Elham Ehsani
- Center for Microbial Ecology and Technology (CMET), Coupure Links 653, 9000, Ghent, Belgium
| | | | | | - Ruben Props
- Center for Microbial Ecology and Technology (CMET), Coupure Links 653, 9000, Ghent, Belgium
| | - Ramiro Vilchez-Vargas
- Center for Microbial Ecology and Technology (CMET), Coupure Links 653, 9000, Ghent, Belgium
| | - Marius Vital
- Microbial Interactions and Processes Research Group, Helmholtz Centre for Infection Research, Inhoffenstr. 7, Braunschweig, 38124, Germany
| | - Dietmar H Pieper
- Microbial Interactions and Processes Research Group, Helmholtz Centre for Infection Research, Inhoffenstr. 7, Braunschweig, 38124, Germany
| | - Nico Boon
- Center for Microbial Ecology and Technology (CMET), Coupure Links 653, 9000, Ghent, Belgium.
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Buysschaert B, Kerckhof FM, Vandamme P, De Baets B, Boon N. Flow cytometric fingerprinting for microbial strain discrimination and physiological characterization. Cytometry A 2017; 93:201-212. [DOI: 10.1002/cyto.a.23302] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2016] [Revised: 07/16/2017] [Accepted: 11/30/2017] [Indexed: 11/06/2022]
Affiliation(s)
- Benjamin Buysschaert
- Center for Microbial Ecology and Technology (CMET), Department of Biochemical and Microbial Technology; Ghent University, Coupure links 653; Ghent B-9000 Belgium
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology (CMET), Department of Biochemical and Microbial Technology; Ghent University, Coupure links 653; Ghent B-9000 Belgium
| | - Peter Vandamme
- Laboratory of Microbiology (LM-UGent); Ghent University, K. L. Ledeganckstraat 35; Ghent B-9000 Belgium
| | - Bernard De Baets
- Department of Mathematical Modeling, Statistics and Bioinformatics (Biomath); Ghent University, Coupure links 653; Ghent B-9000 Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology (CMET), Department of Biochemical and Microbial Technology; Ghent University, Coupure links 653; Ghent B-9000 Belgium
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22
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Mysara M, Vandamme P, Props R, Kerckhof FM, Leys N, Boon N, Raes J, Monsieurs P. Reconciliation between operational taxonomic units and species boundaries. FEMS Microbiol Ecol 2017; 93:3065615. [PMID: 28334218 PMCID: PMC5812548 DOI: 10.1093/femsec/fix029] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2016] [Accepted: 03/09/2017] [Indexed: 01/20/2023] Open
Abstract
The development of high-throughput sequencing technologies has revolutionised the field of microbial ecology via 16S rRNA gene amplicon sequencing approaches. Clustering those amplicon sequencing reads into operational taxonomic units (OTUs) using a fixed cut-off is a commonly used approach to estimate microbial diversity. A 97% threshold was chosen with the intended purpose that resulting OTUs could be interpreted as a proxy for bacterial species. Our results show that the robustness of such a generalised cut-off is questionable when applied to short amplicons only covering one or two variable regions of the 16S rRNA gene. It will lead to biases in diversity metrics and makes it hard to compare results obtained with amplicons derived with different primer sets. The method introduced within this work takes into account the differential evolutional rates of taxonomic lineages in order to define a dynamic and taxonomic-dependent OTU clustering cut-off score. For a taxonomic family consisting of species showing high evolutionary conservation in the amplified variable regions, the cut-off will be more stringent than 97%. By taking into consideration the amplified variable regions and the taxonomic family when defining this cut-off, such a threshold will lead to more robust results and closer correspondence between OTUs and species. This approach has been implemented in a publicly available software package called DynamiC.
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Affiliation(s)
- Mohamed Mysara
- Unit of Microbiology, Belgian Nuclear Research Centre (SCK-CEN), 2400 Mol, Belgium.,Department of Bio-Engineering sciences, Vrije Universiteit Brussel (VUB), 1050 Brussels, Belgium.,VIB lab for Bioinformatics and (eco-)systems biology, VIB, 3000 Leuven, Belgium.,Department of Microbiology and Immunology, REGA institute, KU Leuven, 3000 Leuven, Belgium
| | - Peter Vandamme
- Department of Biochemistry and microbiology, Ghent University, 9000 Ghent, Belgium
| | - Ruben Props
- Department of Biochemical and microbial technology, Ghent University, 9000 Ghent, Belgium
| | | | - Natalie Leys
- Unit of Microbiology, Belgian Nuclear Research Centre (SCK-CEN), 2400 Mol, Belgium
| | - Nico Boon
- Department of Biochemical and microbial technology, Ghent University, 9000 Ghent, Belgium
| | - Jeroen Raes
- VIB lab for Bioinformatics and (eco-)systems biology, VIB, 3000 Leuven, Belgium.,Department of Microbiology and Immunology, REGA institute, KU Leuven, 3000 Leuven, Belgium
| | - Pieter Monsieurs
- Unit of Microbiology, Belgian Nuclear Research Centre (SCK-CEN), 2400 Mol, Belgium
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Hernandez-Sanabria E, Slomka V, Herrero ER, Kerckhof FM, Zaidel L, Teughels W, Boon N. In vitro Increased Respiratory Activity of Selected Oral Bacteria May Explain Competitive and Collaborative Interactions in the Oral Microbiome. Front Cell Infect Microbiol 2017. [PMID: 28638806 PMCID: PMC5461333 DOI: 10.3389/fcimb.2017.00235] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Understanding the driving forces behind the shifts in the ecological balance of the oral microbiota will become essential for the future management and treatment of periodontitis. As the use of competitive approaches for modulating bacterial outgrowth is unexplored in the oral ecosystem, our study aimed to investigate both the associations among groups of functional compounds and the impact of individual substrates on selected members of the oral microbiome. We employed the Phenotype Microarray high-throughput technology to analyse the microbial cellular phenotypes of 15 oral bacteria. Multivariate statistical analysis was used to detect respiratory activity triggers and to assess similar metabolic activities. Carbon and nitrogen were relevant for the respiration of health-associated bacteria, explaining competitive interactions when grown in biofilms. Carbon, nitrogen, and peptides tended to decrease the respiratory activity of all pathobionts, but not significantly. None of the evaluated compounds significantly increased activity of pathobionts at both 24 and 48 h. Additionally, metabolite requirements of pathobionts were dissimilar, suggesting that collective modulation of their respiratory activity may be challenging. Flow cytometry indicated that the metabolic activity detected in the Biolog plates may not be a direct result of the number of bacterial cells. In addition, damage to the cell membrane may not influence overall respiratory activity. Our methodology confirmed previously reported competitive and collaborative interactions among bacterial groups, which could be used either as marker of health status or as targets for modulation of the oral environment.
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Affiliation(s)
| | - Vera Slomka
- Department of Oral Health SciencesKU Leuven, Leuven, Belgium
| | | | | | - Lynette Zaidel
- Colgate-Palmolive Technology CenterPiscataway, NJ, United States
| | - Wim Teughels
- Department of Oral Health SciencesKU Leuven, Leuven, Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology, Ghent UniversityGhent, Belgium
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24
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Scoma A, Coma M, Kerckhof FM, Boon N, Rabaey K. Efficient molasses fermentation under high salinity by inocula of marine and terrestrial origin. Biotechnol Biofuels 2017; 10:23. [PMID: 28163780 PMCID: PMC5282813 DOI: 10.1186/s13068-017-0701-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2016] [Accepted: 01/05/2017] [Indexed: 05/14/2023]
Abstract
BACKGROUND Molasses is a dense and saline by-product of the sugar agroindustry. Its high organic content potentially fuels a myriad of renewable products of industrial interest. However, the biotechnological exploitation of molasses is mainly hampered by the high concentration of salts, an issue that is nowadays tackled through dilution. In the present study, the performance of microbial communities derived from marine sediment was compared to that of communities from a terrestrial environment (anaerobic digester sludge). The aim was to test whether adaptation to salinity represented an advantage for fermenting molasses into renewable chemicals such as volatile fatty acids (VFAs) although high sugar concentrations are uncommon to marine sediment, contrary to anaerobic digesters. RESULTS Terrestrial and marine microbial communities were enriched in consecutive batches at different initial pH values (pHi; either 6 or 7) and molasses dilutions (equivalent to organic loading rates (OLRs) of 1 or 5 gCOD L-1 d-1) to determine the best VFA production conditions. Marine communities were supplied with NaCl to maintain their native salinity. Due to molasses inherent salinity, terrestrial communities experienced conditions comparable to brackish or saline waters (20-47 mS cm-1), while marine conditions resembled brine waters (>47 mS cm-1). Enrichments at optimal conditions of OLR 5 gCOD L-1 d-1 and pHi 7 were transferred into packed-bed biofilm reactors operated continuously. The reactors were first operated at 5 gCOD L-1 d-1, which was later increased to OLR 10 gCOD L-1 d-1. Terrestrial and marine reactors had different gas production and community structures but identical, remarkably high VFA bioconversion yields (above 85%) which were obtained with conductivities up to 90 mS cm-1. COD-to-VFA conversion rates were comparable to the highest reported in literature while processing other organic leftovers at much lower salinities. CONCLUSIONS Although salinity represents a major driver for microbial community structure, proper acclimation yielded highly efficient systems treating molasses, irrespective of the inoculum origin. Selection of equivalent pathways in communities derived from different environments suggests that culture conditions select for specific functionalities rather than microbial representatives. Mass balances, microbial community composition, and biochemical analysis indicate that biomass turnover rather than methanogenesis represents the main limitation to further increasing VFA production with molasses. This information is relevant to moving towards molasses fermentation to industrial application.
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Affiliation(s)
- Alberto Scoma
- Center of Microbial Ecology and Technology (CMET), University of Gent, Coupure Links 653, 9000 Ghent, Belgium
- Center for Geomicrobiology, Aarhus University, Ny Munkegade 116, 8000 Aarhus C, Denmark
| | - Marta Coma
- Center of Microbial Ecology and Technology (CMET), University of Gent, Coupure Links 653, 9000 Ghent, Belgium
- Centre for Sustainable Chemical Technologies (CSCT), University of Bath, Claverton Down, Bath, BA2 7AY UK
| | - Frederiek-Maarten Kerckhof
- Center of Microbial Ecology and Technology (CMET), University of Gent, Coupure Links 653, 9000 Ghent, Belgium
| | - Nico Boon
- Center of Microbial Ecology and Technology (CMET), University of Gent, Coupure Links 653, 9000 Ghent, Belgium
| | - Korneel Rabaey
- Center of Microbial Ecology and Technology (CMET), University of Gent, Coupure Links 653, 9000 Ghent, Belgium
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25
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Scoma A, Coma M, Kerckhof FM, Boon N, Rabaey K. Efficient molasses fermentation under high salinity by inocula of marine and terrestrial origin. Biotechnol Biofuels 2017. [PMID: 28163780 DOI: 10.1186/s13068-017-0701-8%3fsite%3dbiotechnologyforbiofuels.biomedcentral.com] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 05/14/2023]
Abstract
BACKGROUND Molasses is a dense and saline by-product of the sugar agroindustry. Its high organic content potentially fuels a myriad of renewable products of industrial interest. However, the biotechnological exploitation of molasses is mainly hampered by the high concentration of salts, an issue that is nowadays tackled through dilution. In the present study, the performance of microbial communities derived from marine sediment was compared to that of communities from a terrestrial environment (anaerobic digester sludge). The aim was to test whether adaptation to salinity represented an advantage for fermenting molasses into renewable chemicals such as volatile fatty acids (VFAs) although high sugar concentrations are uncommon to marine sediment, contrary to anaerobic digesters. RESULTS Terrestrial and marine microbial communities were enriched in consecutive batches at different initial pH values (pHi; either 6 or 7) and molasses dilutions (equivalent to organic loading rates (OLRs) of 1 or 5 gCOD L-1 d-1) to determine the best VFA production conditions. Marine communities were supplied with NaCl to maintain their native salinity. Due to molasses inherent salinity, terrestrial communities experienced conditions comparable to brackish or saline waters (20-47 mS cm-1), while marine conditions resembled brine waters (>47 mS cm-1). Enrichments at optimal conditions of OLR 5 gCOD L-1 d-1 and pHi 7 were transferred into packed-bed biofilm reactors operated continuously. The reactors were first operated at 5 gCOD L-1 d-1, which was later increased to OLR 10 gCOD L-1 d-1. Terrestrial and marine reactors had different gas production and community structures but identical, remarkably high VFA bioconversion yields (above 85%) which were obtained with conductivities up to 90 mS cm-1. COD-to-VFA conversion rates were comparable to the highest reported in literature while processing other organic leftovers at much lower salinities. CONCLUSIONS Although salinity represents a major driver for microbial community structure, proper acclimation yielded highly efficient systems treating molasses, irrespective of the inoculum origin. Selection of equivalent pathways in communities derived from different environments suggests that culture conditions select for specific functionalities rather than microbial representatives. Mass balances, microbial community composition, and biochemical analysis indicate that biomass turnover rather than methanogenesis represents the main limitation to further increasing VFA production with molasses. This information is relevant to moving towards molasses fermentation to industrial application.
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Affiliation(s)
- Alberto Scoma
- Center of Microbial Ecology and Technology (CMET), University of Gent, Coupure Links 653, 9000 Ghent, Belgium
- Center for Geomicrobiology, Aarhus University, Ny Munkegade 116, 8000 Aarhus C, Denmark
| | - Marta Coma
- Center of Microbial Ecology and Technology (CMET), University of Gent, Coupure Links 653, 9000 Ghent, Belgium
- Centre for Sustainable Chemical Technologies (CSCT), University of Bath, Claverton Down, Bath, BA2 7AY UK
| | - Frederiek-Maarten Kerckhof
- Center of Microbial Ecology and Technology (CMET), University of Gent, Coupure Links 653, 9000 Ghent, Belgium
| | - Nico Boon
- Center of Microbial Ecology and Technology (CMET), University of Gent, Coupure Links 653, 9000 Ghent, Belgium
| | - Korneel Rabaey
- Center of Microbial Ecology and Technology (CMET), University of Gent, Coupure Links 653, 9000 Ghent, Belgium
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26
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Maza-Márquez P, Vilchez-Vargas R, Kerckhof FM, Aranda E, González-López J, Rodelas B. Community structure, population dynamics and diversity of fungi in a full-scale membrane bioreactor (MBR) for urban wastewater treatment. Water Res 2016; 105:507-519. [PMID: 27668995 DOI: 10.1016/j.watres.2016.09.021] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2016] [Revised: 09/05/2016] [Accepted: 09/14/2016] [Indexed: 06/06/2023]
Abstract
Community structure, population dynamics and diversity of fungi were monitored in a full-scale membrane bioreactor (MBR) operated throughout four experimental phases (Summer 2009, Autumn 2009, Summer 2010 and Winter, 2012) under different conditions, using the 18S-rRNA gene and the intergenic transcribed spacer (ITS2-region) as molecular markers, and a combination of temperature-gradient gel electrophoresis and 454-pyrosequencing. Both total and metabolically-active fungal populations were fingerprinted, by amplification of molecular markers from community DNA and retrotranscribed RNA, respectively. Fingerprinting and 454-pyrosequencing evidenced that the MBR sheltered a dynamic fungal community composed of a low number of species, in accordance with the knowledge of fungal diversity in freshwater environments, and displaying a medium-high level of functional organization with few numerically dominant phylotypes. Population shifts were experienced in strong correlation with the changes of environmental variables and operation parameters, with pH contributing the highest level of explanation. Phylotypes assigned to nine different fungal Phyla were detected, although the community was mainly composed of Ascomycota, Basidiomycota and Chytridiomycota/Blastocladiomycota. Prevailing fungal phylotypes were affiliated to Saccharomycetes and Chytridiomycetes/Blastocladiomycetes, which displayed antagonistic trends in their relative abundance throughout the experimental period. Fungi identified in the activated sludge were closely related to genera of relevance for the degradation of organic matter and trace-organic contaminants, as well as genera of dimorphic fungi potentially able to produce plant operational issues such as foaming or biofouling. Phylotypes closely related to genera of human and plant pathogenic fungi were also detected.
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Affiliation(s)
- P Maza-Márquez
- Department of Microbiology and Institute of Water Research, University of Granada, Granada, Spain.
| | - R Vilchez-Vargas
- Department of Gastroenterology, Hepatology and Infectious Diseases, Otto-von-Guericke University, Magdeburg, Germany
| | - F M Kerckhof
- Laboratory of Microbial Ecology and Technology (LabMET), Ghent University, Ghent, Belgium
| | - E Aranda
- Department of Microbiology and Institute of Water Research, University of Granada, Granada, Spain
| | - J González-López
- Department of Microbiology and Institute of Water Research, University of Granada, Granada, Spain
| | - B Rodelas
- Department of Microbiology and Institute of Water Research, University of Granada, Granada, Spain
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27
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Vekeman B, Kerckhof FM, Cremers G, de Vos P, Vandamme P, Boon N, Op den Camp HJM, Heylen K. New Methyloceanibacter diversity from North Sea sediments includes methanotroph containing solely the soluble methane monooxygenase. Environ Microbiol 2016; 18:4523-4536. [PMID: 27501305 DOI: 10.1111/1462-2920.13485] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2016] [Accepted: 08/04/2016] [Indexed: 12/14/2022]
Abstract
Marine methylotrophs play a key role in the global carbon cycle by metabolizing reduced one-carbon compounds that are found in high concentrations in marine environments. Genome, physiology and diversity studies have been greatly facilitated by the numerous model organisms brought into culture. However, the availability of marine representatives remains poor. Here, we report the isolation of four novel species from North Sea sediment enrichments closely related to the Alphaproteobacterium Methyloceanibacter caenitepidi. Each of the newly isolated Methyloceanibacter species exhibited a clear genome sequence divergence which was reflected in physiological differences. Notably one strain R-67174 was capable of oxidizing methane as sole source of carbon and energy using solely a soluble methane monooxygenase and represents the first marine Alphaproteobacterial methanotroph brought into culture. Differences in maximum cell density of >1.5 orders of magnitude were observed. Furthermore, three strains were capable of producing nitrous oxide from nitrate. Together, these findings highlight the metabolic and physiologic variability within closely related Methyloceanibacter species and provide a new understanding of the physiological basis of marine methylotrophy.
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Affiliation(s)
- Bram Vekeman
- Department of Biochemistry and Microbiology, Laboratory of Microbiology (LM-UGent), Ghent University, Karel Lodewijck Ledeganckstraat 35, Gent, 9000, Belgium
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology (CMET), Ghent University, Coupure Links 653, Gent, 9000, Belgium
| | - Geert Cremers
- Department of Microbiology, IWWR, Radboud University Nijmegen, Heyendaalseweg 135, AJ Nijmegen, 6525, The Netherlands
| | - Paul de Vos
- Department of Biochemistry and Microbiology, Laboratory of Microbiology (LM-UGent), Ghent University, Karel Lodewijck Ledeganckstraat 35, Gent, 9000, Belgium
| | - Peter Vandamme
- Department of Biochemistry and Microbiology, Laboratory of Microbiology (LM-UGent), Ghent University, Karel Lodewijck Ledeganckstraat 35, Gent, 9000, Belgium.,BCCM/LMG Bacteria Collection, Ghent University, Karel Lodewijck Ledeganckstraat 35, Gent, 9000, Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology (CMET), Ghent University, Coupure Links 653, Gent, 9000, Belgium
| | - Huub J M Op den Camp
- Department of Microbiology, IWWR, Radboud University Nijmegen, Heyendaalseweg 135, AJ Nijmegen, 6525, The Netherlands
| | - Kim Heylen
- Department of Biochemistry and Microbiology, Laboratory of Microbiology (LM-UGent), Ghent University, Karel Lodewijck Ledeganckstraat 35, Gent, 9000, Belgium
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Props R, Kerckhof FM, Rubbens P, De Vrieze J, Hernandez Sanabria E, Waegeman W, Monsieurs P, Hammes F, Boon N. Absolute quantification of microbial taxon abundances. ISME J 2016; 11:584-587. [PMID: 27612291 DOI: 10.1038/ismej.2016.117] [Citation(s) in RCA: 195] [Impact Index Per Article: 24.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2016] [Revised: 07/13/2016] [Accepted: 07/24/2016] [Indexed: 11/09/2022]
Abstract
High-throughput amplicon sequencing has become a well-established approach for microbial community profiling. Correlating shifts in the relative abundances of bacterial taxa with environmental gradients is the goal of many microbiome surveys. As the abundances generated by this technology are semi-quantitative by definition, the observed dynamics may not accurately reflect those of the actual taxon densities. We combined the sequencing approach (16S rRNA gene) with robust single-cell enumeration technologies (flow cytometry) to quantify the absolute taxon abundances. A detailed longitudinal analysis of the absolute abundances resulted in distinct abundance profiles that were less ambiguous and expressed in units that can be directly compared across studies. We further provide evidence that the enrichment of taxa (increase in relative abundance) does not necessarily relate to the outgrowth of taxa (increase in absolute abundance). Our results highlight that both relative and absolute abundances should be considered for a comprehensive biological interpretation of microbiome surveys.
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Affiliation(s)
- Ruben Props
- Center for Microbial Ecology and Technology (CMET), Department of Biochemical and Microbial Technology, Ghent University, Gent, Belgium.,Belgian Nuclear Research Centre (SCK•CEN), Mol, Antwerp, Belgium
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology (CMET), Department of Biochemical and Microbial Technology, Ghent University, Gent, Belgium
| | - Peter Rubbens
- KERMIT, Department of Mathematical Modelling, Statistics and Bioinformatics, Ghent University, Ghent, Belgium
| | - Jo De Vrieze
- Center for Microbial Ecology and Technology (CMET), Department of Biochemical and Microbial Technology, Ghent University, Gent, Belgium
| | - Emma Hernandez Sanabria
- Center for Microbial Ecology and Technology (CMET), Department of Biochemical and Microbial Technology, Ghent University, Gent, Belgium
| | - Willem Waegeman
- KERMIT, Department of Mathematical Modelling, Statistics and Bioinformatics, Ghent University, Ghent, Belgium
| | - Pieter Monsieurs
- Belgian Nuclear Research Centre (SCK•CEN), Mol, Antwerp, Belgium
| | - Frederik Hammes
- Department of Environmental Microbiology, Eawag-Swiss Federal Institute for Aquatic Science and Technology, Dübendorf, Switzerland
| | - Nico Boon
- Center for Microbial Ecology and Technology (CMET), Department of Biochemical and Microbial Technology, Ghent University, Gent, Belgium
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Ho A, Angel R, Veraart AJ, Daebeler A, Jia Z, Kim SY, Kerckhof FM, Boon N, Bodelier PLE. Biotic Interactions in Microbial Communities as Modulators of Biogeochemical Processes: Methanotrophy as a Model System. Front Microbiol 2016; 7:1285. [PMID: 27602021 PMCID: PMC4993757 DOI: 10.3389/fmicb.2016.01285] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2016] [Accepted: 08/04/2016] [Indexed: 11/13/2022] Open
Abstract
Microbial interaction is an integral component of microbial ecology studies, yet the role, extent, and relevance of microbial interaction in community functioning remains unclear, particularly in the context of global biogeochemical cycles. While many studies have shed light on the physico-chemical cues affecting specific processes, (micro)biotic controls and interactions potentially steering microbial communities leading to altered functioning are less known. Yet, recent accumulating evidence suggests that the concerted actions of a community can be significantly different from the combined effects of individual microorganisms, giving rise to emergent properties. Here, we exemplify the importance of microbial interaction for ecosystem processes by analysis of a reasonably well-understood microbial guild, namely, aerobic methane-oxidizing bacteria (MOB). We reviewed the literature which provided compelling evidence for the relevance of microbial interaction in modulating methane oxidation. Support for microbial associations within methane-fed communities is sought by a re-analysis of literature data derived from stable isotope probing studies of various complex environmental settings. Putative positive interactions between active MOB and other microbes were assessed by a correlation network-based analysis with datasets covering diverse environments where closely interacting members of a consortium can potentially alter the methane oxidation activity. Although, methanotrophy is used as a model system, the fundamentals of our postulations may be applicable to other microbial guilds mediating other biogeochemical processes.
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Affiliation(s)
- Adrian Ho
- Department of Microbial Ecology, Netherlands Institute of Ecology (NIOO-KNAW) Wageningen, Netherlands
| | - Roey Angel
- Department of Microbiology and Ecosystem Science, Division of Microbial Ecology, Research Network Chemistry meets Microbiology, University of Vienna Vienna, Austria
| | - Annelies J Veraart
- Department of Microbial Ecology, Netherlands Institute of Ecology (NIOO-KNAW) Wageningen, Netherlands
| | - Anne Daebeler
- Department of Microbiology and Ecosystem Science, Division of Microbial Ecology, Research Network Chemistry meets Microbiology, University of Vienna Vienna, Austria
| | - Zhongjun Jia
- State Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of Sciences Nanjing, China
| | - Sang Yoon Kim
- Department of Microbial Ecology, Netherlands Institute of Ecology (NIOO-KNAW) Wageningen, Netherlands
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University Ghent, Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University Ghent, Belgium
| | - Paul L E Bodelier
- Department of Microbial Ecology, Netherlands Institute of Ecology (NIOO-KNAW) Wageningen, Netherlands
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Callewaert C, Van Nevel S, Kerckhof FM, Granitsiotis MS, Boon N. Bacterial Exchange in Household Washing Machines. Front Microbiol 2015; 6:1381. [PMID: 26696989 PMCID: PMC4672060 DOI: 10.3389/fmicb.2015.01381] [Citation(s) in RCA: 49] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2015] [Accepted: 11/20/2015] [Indexed: 02/01/2023] Open
Abstract
Household washing machines (WMs) launder soiled clothes and textiles, but do not sterilize them. We investigated the microbial exchange occurring in five household WMs. Samples from a new cotton T-shirt were laundered together with a normal laundry load. Analyses were performed on the influent water and the ingoing cotton samples, as well as the greywater and the washed cotton samples. The number of living bacteria was generally not lower in the WM effluent water as compared to the influent water. The laundering process caused a microbial exchange of influent water bacteria, skin-, and clothes-related bacteria and biofilm-related bacteria in the WM. A variety of biofilm-producing bacteria were enriched in the effluent after laundering, although their presence in the cotton sample was low. Nearly all bacterial genera detected on the initial cotton sample were still present in the washed cotton samples. A selection for typical skin- and clothes-related microbial species occurred in the cotton samples after laundering. Accordingly, malodour-causing microbial species might be further distributed to other clothes. The bacteria on the ingoing textiles contributed for a large part to the microbiome found in the textiles after laundering.
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Affiliation(s)
- Chris Callewaert
- Laboratory of Microbial Ecology and Technology, Department of Biochemical and Microbial Technology, Faculty of Bioscience Engineering, Ghent University Ghent, Belgium
| | - Sam Van Nevel
- Laboratory of Microbial Ecology and Technology, Department of Biochemical and Microbial Technology, Faculty of Bioscience Engineering, Ghent University Ghent, Belgium
| | - Frederiek-Maarten Kerckhof
- Laboratory of Microbial Ecology and Technology, Department of Biochemical and Microbial Technology, Faculty of Bioscience Engineering, Ghent University Ghent, Belgium
| | - Michael S Granitsiotis
- Research Unit Environmental Genomics, Department of Environmental Science, Helmholtz Zentrum München Neuherberg, Germany
| | - Nico Boon
- Laboratory of Microbial Ecology and Technology, Department of Biochemical and Microbial Technology, Faculty of Bioscience Engineering, Ghent University Ghent, Belgium
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Kerckhof FM, Vekeman B, Geirnaert A, Courtens EN, Vilchez-Vargas R, Ho A, Heyle K, Boon N. Enhancing microbial cryopreservation: From fastidious microbes to mixed communities. Cryobiology 2015. [DOI: 10.1016/j.cryobiol.2015.10.054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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32
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Tsilia V, Uyttendaele M, Kerckhof FM, Rajkovic A, Heyndrickx M, Van de Wiele T. Bacillus cereusAdhesion to Simulated Intestinal Mucus Is Determined by Its Growth on Mucin, Rather Than Intestinal Environmental Parameters. Foodborne Pathog Dis 2015; 12:904-13. [DOI: 10.1089/fpd.2014.1926] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Affiliation(s)
- Varvara Tsilia
- Laboratory of Microbial Ecology and Technology (LabMET), Department of Biochemical and Microbial Technology, Ghent University, Ghent, Belgium
- Laboratory of Food Microbiology and Food Preservation (LFMFP), Department of Food Safety and Food Quality, Ghent University, Ghent, Belgium
| | - Mieke Uyttendaele
- Laboratory of Food Microbiology and Food Preservation (LFMFP), Department of Food Safety and Food Quality, Ghent University, Ghent, Belgium
| | - Frederiek-Maarten Kerckhof
- Laboratory of Microbial Ecology and Technology (LabMET), Department of Biochemical and Microbial Technology, Ghent University, Ghent, Belgium
| | - Andreja Rajkovic
- Laboratory of Food Microbiology and Food Preservation (LFMFP), Department of Food Safety and Food Quality, Ghent University, Ghent, Belgium
| | - Marc Heyndrickx
- Technology and Food Science Unit, Institute for Agricultural and Fisheries Research (ILVO), Melle, Belgium
- Department of Pathology, Bacteriology, and Poultry Diseases, Ghent University, Merelbeke, Belgium
| | - Tom Van de Wiele
- Laboratory of Microbial Ecology and Technology (LabMET), Department of Biochemical and Microbial Technology, Ghent University, Ghent, Belgium
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Allais L, Kerckhof FM, Verschuere S, Bracke KR, De Smet R, Laukens D, Van den Abbeele P, De Vos M, Boon N, Brusselle GG, Cuvelier CA, Van de Wiele T. Chronic cigarette smoke exposure induces microbial and inflammatory shifts and mucin changes in the murine gut. Environ Microbiol 2015; 18:1352-63. [PMID: 26033517 DOI: 10.1111/1462-2920.12934] [Citation(s) in RCA: 125] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2015] [Accepted: 05/28/2015] [Indexed: 12/21/2022]
Abstract
Inflammatory bowel diseases (IBD) are complex multifactorial diseases characterized by an inappropriate host response to an altered commensal microbiome and dysfunctional mucus barrier. Cigarette smoking is the best known environmental risk factor in IBD. Here, we studied the influence of chronic smoke exposure on the gut microbiome, mucus layer composition and immune factors in conventional mice. We compared smoke-exposed with air-exposed mice (n = 12) after a smoke exposure of 24 weeks. Both Illumina sequencing (n = 6) and denaturing gradient gel electrophoresis (n = 12) showed that bacterial activity and community structure were significantly altered in the colon due to smoke exposure. Interestingly, an increase of Lachnospiraceae sp. activity in the colon was observed. Also, the mRNA expression of Muc2 and Muc3 increased in the ileum, whereas Muc4 increased in the distal colon of smoke-exposed mice (n = 6). Furthermore, we observed increased Cxcl2 and decreased Ifn-γ in the ileum, and increased Il-6 and decreased Tgf-β in the proximal colon. Tight junction gene expression remained unchanged. We infer that the modulating role of chronic smoke exposure as a latently present risk factor in the gut may be driven by the altered epithelial mucus profiles and changes in microbiome composition and immune factors.
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Affiliation(s)
- Liesbeth Allais
- Department of Medical and Forensic Pathology, Ghent University, Ghent, Belgium
| | - Frederiek-Maarten Kerckhof
- Laboratory of Microbial Ecology and Technology (LabMET), Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | | | - Ken R Bracke
- Laboratory for Translational Research in Obstructive Pulmonary Diseases, Department of Respiratory Medicine, Ghent University Hospital, Ghent, Belgium
| | - Rebecca De Smet
- Department of Medical and Forensic Pathology, Ghent University, Ghent, Belgium
| | - Debby Laukens
- Department of Gastroenterology, Ghent University, Ghent, Belgium
| | - Pieter Van den Abbeele
- Laboratory of Microbial Ecology and Technology (LabMET), Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Martine De Vos
- Department of Gastroenterology, Ghent University, Ghent, Belgium
| | - Nico Boon
- Laboratory of Microbial Ecology and Technology (LabMET), Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Guy G Brusselle
- Laboratory for Translational Research in Obstructive Pulmonary Diseases, Department of Respiratory Medicine, Ghent University Hospital, Ghent, Belgium
| | - Claude A Cuvelier
- Department of Medical and Forensic Pathology, Ghent University, Ghent, Belgium
| | - Tom Van de Wiele
- Laboratory of Microbial Ecology and Technology (LabMET), Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
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Kerckhof FM, Courtens ENP, Geirnaert A, Hoefman S, Ho A, Vilchez-Vargas R, Pieper DH, Jauregui R, Vlaeminck SE, Van de Wiele T, Vandamme P, Heylen K, Boon N. Optimized cryopreservation of mixed microbial communities for conserved functionality and diversity. PLoS One 2014; 9:e99517. [PMID: 24937032 PMCID: PMC4061060 DOI: 10.1371/journal.pone.0099517] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2014] [Accepted: 05/15/2014] [Indexed: 12/26/2022] Open
Abstract
The use of mixed microbial communities (microbiomes) for biotechnological applications has steadily increased over the past decades. However, these microbiomes are not readily available from public culture collections, hampering their potential for widespread use. The main reason for this lack of availability is the lack of an effective cryopreservation protocol. Due to this critical need, we evaluated the functionality as well as the community structure of three different types of microbiomes before and after cryopreservation with two cryoprotective agents (CPA). Microbiomes were selected based upon relevance towards applications: (1) a methanotrophic co-culture (MOB), with potential for mitigation of greenhouse gas emissions, environmental pollutants removal and bioplastics production; (2) an oxygen limited autotrophic nitrification/denitrification (OLAND) biofilm, with enhanced economic and ecological benefits for wastewater treatment, and (3) fecal material from a human donor, with potential applications for fecal transplants and pre/probiotics research. After three months of cryopreservation at −80°C, we found that metabolic activity, in terms of the specific activity recovery of MOB, aerobic ammonium oxidizing bacteria (AerAOB) and anaerobic AOB (AnAOB, anammox) in the OLAND mixed culture, resumes sooner when one of our selected CPA [dimethyl sulfoxide (DMSO) and DMSO plus trehalose and tryptic soy broth (DMSO+TT)] was added. However, the activity of the fecal community was not influenced by the CPA addition, although the preservation of the community structure (as determined by 16S rRNA gene sequencing) was enhanced by addition of CPA. In summary, we have evaluated a cryopreservation protocol that succeeded in preserving both community structure and functionality of value-added microbiomes. This will allow individual laboratories and culture collections to boost the use of microbiomes in biotechnological applications.
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Affiliation(s)
- Frederiek-Maarten Kerckhof
- Laboratory of Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
| | - Emilie N. P. Courtens
- Laboratory of Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
| | - Annelies Geirnaert
- Laboratory of Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
| | - Sven Hoefman
- Laboratory of Microbiology, Faculty of Sciences, Ghent University, Gent, Belgium
| | - Adrian Ho
- Laboratory of Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
| | - Ramiro Vilchez-Vargas
- Laboratory of Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
| | - Dietmar H. Pieper
- Microbial Interactions and Processes Research Group, Department of Medical Microbiology, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Ruy Jauregui
- Microbial Interactions and Processes Research Group, Department of Medical Microbiology, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Siegfried E. Vlaeminck
- Laboratory of Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
| | - Tom Van de Wiele
- Laboratory of Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
| | - Peter Vandamme
- Laboratory of Microbiology, Faculty of Sciences, Ghent University, Gent, Belgium
| | - Kim Heylen
- Laboratory of Microbiology, Faculty of Sciences, Ghent University, Gent, Belgium
| | - Nico Boon
- Laboratory of Microbial Ecology and Technology, Faculty of Bioscience Engineering, Ghent University, Gent, Belgium
- * E-mail:
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Callewaert C, Kerckhof FM, Granitsiotis MS, Van Gele M, Van de Wiele T, Boon N. Characterization of Staphylococcus and Corynebacterium clusters in the human axillary region. PLoS One 2013; 8:e70538. [PMID: 23950955 PMCID: PMC3741381 DOI: 10.1371/journal.pone.0070538] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2013] [Accepted: 06/18/2013] [Indexed: 12/28/2022] Open
Abstract
The skin microbial community is regarded as essential for human health and well-being, but likewise plays an important role in the formation of body odor in, for instance, the axillae. Few molecular-based research was done on the axillary microbiome. This study typified the axillary microbiome of a group of 53 healthy subjects. A profound view was obtained of the interpersonal, intrapersonal and temporal diversity of the human axillary microbiota. Denaturing gradient gel electrophoresis (DGGE) and next generation sequencing on 16S rRNA gene region were combined and used as extent to each other. Two important clusters were characterized, where Staphylococcus and Corynebacterium species were the abundant species. Females predominantly clustered within the Staphylococcus cluster (87%, n = 17), whereas males clustered more in the Corynebacterium cluster (39%, n = 36). The axillary microbiota was unique to each individual. Left-right asymmetry occurred in about half of the human population. For the first time, an elaborate study was performed on the dynamics of the axillary microbiome. A relatively stable axillary microbiome was noticed, although a few subjects evolved towards another stable community. The deodorant usage had a proportional linear influence on the species diversity of the axillary microbiome.
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Affiliation(s)
- Chris Callewaert
- Laboratory of Microbial Ecology and Technology, Ghent University, Gent, Belgium
| | | | - Michael S. Granitsiotis
- Helmholtz Center Munich, German Research Center for Environmental Health (GmbH), Research Unit Environmental Genomics, Neuherberg, Germany
| | | | - Tom Van de Wiele
- Laboratory of Microbial Ecology and Technology, Ghent University, Gent, Belgium
| | - Nico Boon
- Laboratory of Microbial Ecology and Technology, Ghent University, Gent, Belgium
- * E-mail:
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Ho A, Kerckhof FM, Luke C, Reim A, Krause S, Boon N, Bodelier PLE. Conceptualizing functional traits and ecological characteristics of methane-oxidizing bacteria as life strategies. Environ Microbiol Rep 2013; 5:335-45. [PMID: 23754714 DOI: 10.1111/j.1758-2229.2012.00370.x] [Citation(s) in RCA: 124] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/23/2012] [Revised: 07/06/2012] [Accepted: 07/15/2012] [Indexed: 05/11/2023]
Abstract
Methane-oxidizing bacteria (MOB) possess the ability to use methane for energy generation and growth, thereby, providing a key ecosystem service that is highly relevant to the regulation of the global climate. MOB subgroups have different responses to key environmental controls, reflecting on their functional traits. Their unique features (C1-metabolism, unique lipids and congruence between the 16S rRNA and pmoA gene phylogeny) have facilitated numerous environmental studies, which in combination with the availability of cultured representatives, yield the most comprehensive ecological picture of any known microbial functional guild. Here, we focus on the broad MOB subgroups (type I and type II MOB), and aim to conceptualize MOB functional traits and observational characteristics derived primarily from these environmental studies to be interpreted as microbial life strategies. We focus on the functional traits, and the conditions under which these traits will render different MOB subgroups a selective advantage. We hypothesize that type I and type II MOB generally have distinct life strategies, enabling them to predominate under different conditions and maintain functionality. The ecological characteristics implicated in their adopted life strategies are discussed, and incorporated into the Competitor-Stress tolerator-Ruderal functional classification framework as put forward for plant communities. In this context, type I MOB can broadly be classified as competitor-ruderal while type II MOB fit more within the stress tolerator categories. Finally, we provide an outlook on MOB applications by exemplifying two approaches where their inferred life strategies could be exploited thereby, putting MOB into the context of microbial resource management.
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Affiliation(s)
- Adrian Ho
- Laboratory of Microbial Ecology and Technology (LabMET), Faculty of Bioscience Engineering, Coupure Links 653, B-9000 Ghent, Belgium
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Stock M, Hoefman S, Kerckhof FM, Boon N, De Vos P, Heylen K, De Baets B, Waegeman W. A kernel-based model to predict interaction between methanotrophic and heterotrophic bacteria. Commun Agric Appl Biol Sci 2013; 78:55-60. [PMID: 23875298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Affiliation(s)
- M Stock
- KERMIT, Ghent University, Coupure links 653, 9000 Gent, Belgium
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38
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Callewaert C, Kerckhof FM, Granitsiotis M, Van de Wiele T, Boon N. The bacterial fingerprint of the armpit and its variation in time. Commun Agric Appl Biol Sci 2012; 77:171-175. [PMID: 22558776] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Affiliation(s)
- C Callewaert
- Laboratory of Microbial Ecology and Technology (LabMET), Ghent University, Coupure Links 653, B-9000 Gent, Belgium
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39
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Zekker I, Vlaeminck SE, Bagchi S, Courtens E, De Clippeleir H, Kerckhof FM, Boon N. Selecting nitrifying inocula on different ammonium concentrations. Commun Agric Appl Biol Sci 2012; 77:275-279. [PMID: 22558795] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Affiliation(s)
- I Zekker
- Laboratory of Microbial Ecology and Technology (LabMET), Ghent University, Coupure Links 653, 9000 Gent, Belgium
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